Vik Paruchuri, the author of the edX automated essay grading component, has a great (and lengthy) post up that, in part, responds to Elijah Mayfield’s post on the edX announcement. There’s a good discussion going on in comments, too.
We need more posts like this one. I’m happy to see the experts in this field working hard to demystify the tools.